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PAKDD
2004
ACM
164views Data Mining» more  PAKDD 2004»
15 years 5 months ago
FP-Bonsai: The Art of Growing and Pruning Small FP-Trees
Abstract. In the context of mining frequent itemsets, numerous strategies have been proposed to push several types of constraints within the most well known algorithms. In this pap...
Francesco Bonchi, Bart Goethals
ISNN
2010
Springer
14 years 10 months ago
Pruning Training Samples Using a Supervised Clustering Algorithm
As practical pattern classification tasks are often very-large scale and serious imbalance such as patent classification, using traditional pattern classification techniques in ...
Minzhang Huang, Hai Zhao, Bao-Liang Lu
ESANN
2008
15 years 1 months ago
Pruning and Regularisation in Reservoir Computing: a First Insight
Reservoir Computing is a new paradigm for using Recurrent Neural Networks which shows promising results. However, as the recurrent part is created randomly, it typically needs to b...
Xavier Dutoit, Benjamin Schrauwen, Jan M. Van Camp...
BMCBI
2010
119views more  BMCBI 2010»
14 years 12 months ago
A comparison of internal validation techniques for multifactor dimensionality reduction
Background: It is hypothesized that common, complex diseases may be due to complex interactions between genetic and environmental factors, which are difficult to detect in high-di...
Stacey J. Winham, Andrew J. Slater, Alison A. Mots...
RECOMB
2009
Springer
15 years 6 months ago
Phylogenies without Branch Bounds: Contracting the Short, Pruning the Deep
Abstract Constantinos Daskalakis1 , Elchanan Mossel2, , and Sebastien Roch1 1 Microsoft Research 2 UC Berkeley and Weizman Institute We introduce a new phylogenetic reconstruction ...
Constantinos Daskalakis, Elchanan Mossel, Sé...